{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-02T18:09:45.262136Z",
     "start_time": "2020-07-02T18:09:44.072138Z"
    }
   },
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.append('../')\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from porousmedialab.batch import Batch\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-02T18:09:45.351374Z",
     "start_time": "2020-07-02T18:09:45.264316Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Simulation started:\n",
      "\t 2020-07-02 20:09:45\n"
     ]
    }
   ],
   "source": [
    "from porousmedialab.batch import Batch\n",
    "\n",
    "bl = Batch(tend=40, dt=1)\n",
    "\n",
    "bl.add_species(name='POC', init_conc=12e-3)\n",
    "bl.add_species(name='CO2', init_conc=2e-3)\n",
    "bl.add_species(name='Fe2', init_conc=0)\n",
    "bl.add_species(name='CH4', init_conc=0)\n",
    "bl.add_species(name='NO3', init_conc=1.5e-3)\n",
    "bl.add_species(name='Fe3', init_conc=20e-3)\n",
    "bl.add_species(name='SO4', init_conc=1.7e-3)\n",
    "\n",
    "bl.constants['Km_NO3'] = 0.001e-3\n",
    "bl.constants['Km_Fe3'] = 2e-3\n",
    "bl.constants['Km_SO4'] = 0.3e-4\n",
    "bl.constants['k1'] = 0.1\n",
    "\n",
    "bl.rates['r_NO3'] = 'k1 * POC * NO3 / (Km_NO3 + NO3)'\n",
    "bl.rates['r_Fe3'] = 'k1 * POC *Fe3 / (Km_Fe3 +Fe3) * Km_NO3 / (Km_NO3 + NO3)'\n",
    "bl.rates['r_SO4'] = 'k1 * POC * SO4 / (Km_SO4 + SO4) * Km_Fe3 / (Km_Fe3 +Fe3) * Km_NO3 / (Km_NO3 + NO3)'\n",
    "bl.rates['r_CH4'] = 'k1 * POC * Km_SO4 / (Km_SO4 + SO4) * Km_Fe3 / (Km_Fe3 +Fe3) * Km_NO3 / (Km_NO3 + NO3)'\n",
    "\n",
    "bl.dcdt['POC'] = '- r_NO3 - r_Fe3 - r_SO4 - r_CH4'\n",
    "bl.dcdt['NO3'] = '- 4 / 5 * r_NO3'\n",
    "bl.dcdt['Fe3'] = '- 4 * r_Fe3'\n",
    "bl.dcdt['Fe2'] = '4 * r_Fe3'\n",
    "bl.dcdt['SO4'] = '- 1 / 2 * r_SO4'\n",
    "bl.dcdt['CO2'] = 'r_NO3 + r_Fe3 + r_SO4 + 0.5 * r_CH4'\n",
    "bl.dcdt['CH4'] = '1 / 2 * r_CH4'\n",
    "\n",
    "bl.solve()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-02T18:09:47.719566Z",
     "start_time": "2020-07-02T18:09:45.353264Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'.  Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n",
      "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'.  Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n",
      "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'.  Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n",
      "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'.  Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n",
      "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'.  Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fe130417090>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1500x900 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rc('text', usetex=True)\n",
    "\n",
    "SO4_t = [0.013, 1.013, 2.016, 3.005, 4.985, 6.851, 8.865, 11.882, 14.899, 18.713, 23.057, 28.923, 35.955]\n",
    "SO4 = [1.643, 1.646, 1.565, 1.678, 1.484, 1.360, 1.121, 0.754, 0.336, 0.011, 0.014, 0.003, 0.002]\n",
    "NO3_t  = [0.036, 1.054, 1.988, 3.053, 5.008, 6.859, 9.018, 11.864, 14.857, 18.734, 23.065, 28.895, 35.898]\n",
    "NO3 = [1.710, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n",
    "Fe2_t = [0.017, 0.988, 2.003, 3.033, 4.987, 6.916, 8.909, 11.923, 14.896, 18.653, 23.070, 28.984, 35.975]\n",
    "Fe2 = [1.588, 2.307, 5.167, 10.080, 15.267, 16.464, 18.682, 18.846, 16.893, 18.819, 19.503, 19.049, 19.254]\n",
    "CO2_t = [0.156, 1.032, 2.070, 3.072, 5.069, 6.893, 8.919, 11.928, 14.948, 18.766, 23.078, 28.996, 35.988]\n",
    "CO2 = [1.076, 2.109, 3.247, 5.008, 7.323, 8.342, 9.048, 9.648, 10.971, 10.958, 11.512, 10.448, 10.802]\n",
    "CH4_t = [0.049, 1.016, 2.018, 3.011, 5.014, 6.872, 8.894, 11.903, 14.888, 18.724, 23.030, 28.954, 35.978]\n",
    "CH4 = [0.005, 0.002, 0.005, 0.005, 0.005, 0.005, 0.022, 0.044, 0.077, 0.091, 0.168, 0.347, 0.637]\n",
    "\n",
    "fig, ax1 = plt.subplots(figsize=(5,3), dpi=300)\n",
    "ax2 = ax1.twinx()\n",
    "ax1.plot(bl.time, 1e+3*bl.NO3.concentration[0], c=sns.color_palette(\"deep\", 10)[0], lw=3, label='$NO_3$')\n",
    "ax1.scatter(NO3_t, NO3, c=sns.color_palette(\"deep\", 10)[0], lw=1)\n",
    "ax1.plot(bl.time, 1e+3*bl.SO4.concentration[0], c=sns.color_palette(\"deep\", 10)[1], lw=3, label='$SO_4$')\n",
    "ax1.scatter(SO4_t, SO4, c=sns.color_palette(\"deep\", 10)[1], lw=1,)\n",
    "ax1.plot(bl.time, 1e+3*bl.CH4.concentration[0], c=sns.color_palette(\"deep\", 10)[2], lw=3, label='$CH_4$')\n",
    "ax1.scatter(CH4_t, CH4, c=sns.color_palette(\"deep\", 10)[2], lw=1,)\n",
    "ax2.plot(bl.time, 1e+3*bl.Fe2.concentration[0], c=sns.color_palette(\"deep\", 10)[3], lw=3, label='$Fe(II)$')\n",
    "ax2.scatter(Fe2_t, Fe2, c=sns.color_palette(\"deep\", 10)[3], lw=1,)\n",
    "ax2.plot(bl.time, 1e+3*bl.CO2.concentration[0], c=sns.color_palette(\"deep\", 10)[4], lw=3, label='$\\sum CO_2$')\n",
    "ax2.scatter(CO2_t, CO2, c=sns.color_palette(\"deep\", 10)[4], lw=1,)\n",
    "ax2.grid(False)\n",
    "ax1.grid(lw=0.2)\n",
    "ax1.set_ylim(0, 2.5)\n",
    "ax1.set_xlim(0, 40)\n",
    "ax2.set_ylim(0, 25)\n",
    "ax1.set_ylabel('$NO_3$, $SO_4$, $CH_4$, [mM]')\n",
    "ax2.set_ylabel('$Fe(II)$, $\\sum CO_2$, [mM]')\n",
    "ax1.set_xlabel('Time, [days]')\n",
    "\n",
    "ax1.legend(frameon=1, loc=2)\n",
    "ax2.legend(frameon=1, loc=1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernel_info": {
   "name": "python3"
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  },
  "nteract": {
   "version": "0.11.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
